{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GWKKb4qA0FnOTppp+kfQcg2E3XpYOM8UWupyCxmUsZlfoWqKDzEJpu6rmiRjv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m8JRLM7E4+BfmN7PSe/kHLv8+GQ6M1FQSrOSap+j0ei4+BfOl0UJj1ifK8ypDg8baqeh7+jzpGy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1388018a5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(128, 3)\n"
     ]
    }
   ],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "from skimage import io\n",
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "\n",
    "image = io.imread('test2.jpg')\n",
    "io.imshow(image)\n",
    "io.show()\n",
    "\n",
    "rows = image.shape[0]\n",
    "cols = image.shape[1]\n",
    " \n",
    "image = image.reshape(image.shape[0]*image.shape[1],3)\n",
    "kmeans = KMeans(n_clusters = 128, n_init=10, max_iter=200)\n",
    "kmeans.fit(image)\n",
    "\n",
    "clusters = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) \n",
    "labels = np.asarray(kmeans.labels_,dtype=np.uint8 )  \n",
    "labels = labels.reshape(rows,cols);\n",
    "\n",
    "print (clusters.shape)\n",
    "np.save('codebook_test.npy',clusters)    \n",
    "io.imsave('compressed_test.jpg',labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XuoHy2u4V58SgPrT9qOvV62QdO003kePNfjmHT37yk4EWzE/3mnPvHOqm8xwY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\nhFSvbWxFuXrGRCwr5OdN3MxCro7HmNhTn/pUoO0ZaMzfOXDdMonyec9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SN6uHi2k4Lr/8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uhYcK9qLI/J86jyVs2uajDHoA021uBvrRio+9MaMwavZroqQzs836te9aqZfgK88IUvnGkjrIUF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\nVKalUAqDK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SV3mUza1q6//nqgsh33b7JfbTIyI2HZkBwD58l+5Xj7mbY0GWQmH1Wr4Pn0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\n/UXT0dHR0bGs6C+ajo6Ojo5lxf8PFHg3h02qy+wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x138f4ea7a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = io.imread('compressed_test.jpg')\n",
    "io.imshow(image)\n",
    "io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
